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'sz002524',
'sz002525',
'sz002526',
'sz002527',
'sz002528',
'sz002529',
'sz002530',
'sz002531',
'sz002532',
'sz002533',
'sz002534',
'sz002535',
'sz002536',
'sz002537',
'sz002538',
'sz002539',
'sz002540',
'sz002541',
'sz002542',
'sz002543',
'sz002544',
'sz002545',
'sz002546',
'sz002547',
'sz002548',
'sz002549',
'sz002550',
'sz002551',
'sz002552',
'sz002553',
'sz002554',
'sz002555',
'sz002556',
'sz002557',
'sz002558',
'sz002559',
'sz002560',
'sz002561',
'sz002562',
'sz002563',
'sz002564',
'sz002565',
'sz002566',
'sz002567',
'sz002568',
'sz002569',
'sz002570',
'sz002571',
'sz002572',
'sz002573',
'sz002574',
'sz002575',
'sz002576',
'sz002577',
'sz002578',
'sz002579',
'sz002580',
'sz002581',
'sz002582',
'sz002583',
'sz002584',
'sz002585',
'sz002586',
'sz002587',
'sz002588',
'sz002589',
'sz002590',
'sz002591',
'sz002592',
'sz002593',
'sz002594',
'sz002595',
'sz002596',
'sz002597',
'sz002598',
'sz002599',
'sz002600',
'sz002601',
'sz002602',
'sz002603',
'sz002604',
'sz002605',
'sz002606',
'sz002607',
'sz002608',
'sz002609',
'sz002610',
'sz002611',
'sz002612',
'sz002613',
'sz002614',
'sz002615',
'sz002616',
'sz002617',
'sz002618',
'sz002619',
'sz002620',
'sz002621',
'sz002622',
'sz002623',
'sz002624',
'sz002625',
'sz002626',
'sz002627',
'sz002628',
'sz002629',
'sz002630',
'sz002631',
'sz002632',
'sz002633',
'sz002634',
'sz002635',
'sz002636',
'sz002637',
'sz002638',
'sz002639',
'sz002640',
'sz002641',
'sz002642',
'sz002643',
'sz002644',
'sz002645',
'sz002646',
'sz002647',
'sz002648',
'sz002649',
'sz002650',
'sz002651',
'sz002652',
'sz002653',
'sz002654',
'sz002655',
'sz002656',
'sz002657',
'sz002658',
'sz002659',
'sz002660',
'sz002661',
'sz002662',
'sz002663',
'sz002664',
'sz002665',
'sz002666',
'sz002667',
'sz002668',
'sz002669',
'sz002670',
'sz002671',
'sz002672',
'sz002673',
'sz002674',
'sz002675',
'sz002676',
'sz002677',
'sz002678',
'sz002679',
'sz002680',
'sz002681',
'sz002682',
'sz002683',
'sz002684',
'sz002685',
'sz002686',
'sz002687',
'sz002688',
'sz002689',
'sz002690',
'sz002691',
'sz002692',
'sz002693',
'sz002694',
'sz002695',
'sz002696',
'sz002697',
'sz002698',
'sz002699',
'sz002700',
'sz002701',
'sz002702',
'sz002703',
'sz002705',
'sz002706',
'sz002707',
'sz002708',
'sz002709',
'sz002710',
'sz002711',
'sz002712',
'sz002713',
'sz002714',
'sz002715',
'sz002716',
'sz002717',
'sz002718',
'sz002719',
'sz002720',
'sz002721',
'sz002722',
'sz002723',
'sz002725',
'sz002726',
'sz002727',
'sz002728',
'sz002729',
'sz002730',
'sz031005',
'sz031007',
'sz038011',
'sz038014',
'sz038015',
'sz038016',
'sz038017',
'sz300001',
'sz300002',
'sz300003',
'sz300004',
'sz300005',
'sz300006',
'sz300007',
'sz300008',
'sz300009',
'sz300010',
'sz300011',
'sz300012',
'sz300013',
'sz300014',
'sz300015',
'sz300016',
'sz300017',
'sz300018',
'sz300019',
'sz300020',
'sz300021',
'sz300022',
'sz300023',
'sz300024',
'sz300025',
'sz300026',
'sz300027',
'sz300028',
'sz300029',
'sz300030',
'sz300031',
'sz300032',
'sz300033',
'sz300034',
'sz300035',
'sz300036',
'sz300037',
'sz300038',
'sz300039',
'sz300040',
'sz300041',
'sz300042',
'sz300043',
'sz300044',
'sz300045',
'sz300046',
'sz300047',
'sz300048',
'sz300049',
'sz300050',
'sz300051',
'sz300052',
'sz300053',
'sz300054',
'sz300055',
'sz300056',
'sz300057',
'sz300058',
'sz300059',
'sz300061',
'sz300062',
'sz300063',
'sz300064',
'sz300065',
'sz300066',
'sz300067',
'sz300068',
'sz300069',
'sz300070',
'sz300071',
'sz300072',
'sz300073',
'sz300074',
'sz300075',
'sz300076',
'sz300077',
'sz300078',
'sz300079',
'sz300080',
'sz300081',
'sz300082',
'sz300083',
'sz300084',
'sz300085',
'sz300086',
'sz300087',
'sz300088',
'sz300089',
'sz300090',
'sz300091',
'sz300092',
'sz300093',
'sz300094',
'sz300095',
'sz300096',
'sz300097',
'sz300098',
'sz300099',
'sz300100',
'sz300101',
'sz300102',
'sz300103',
'sz300104',
'sz300105',
'sz300106',
'sz300107',
'sz300108',
'sz300109',
'sz300110',
'sz300111',
'sz300112',
'sz300113',
'sz300114',
'sz300115',
'sz300116',
'sz300117',
'sz300118',
'sz300119',
'sz300120',
'sz300121',
'sz300122',
'sz300123',
'sz300124',
'sz300125',
'sz300126',
'sz300127',
'sz300128',
'sz300129',
'sz300130',
'sz300131',
'sz300132',
'sz300133',
'sz300134',
'sz300135',
'sz300136',
'sz300137',
'sz300138',
'sz300139',
'sz300140',
'sz300141',
'sz300142',
'sz300143',
'sz300144',
'sz300145',
'sz300146',
'sz300147',
'sz300148',
'sz300149',
'sz300150',
'sz300151',
'sz300152',
'sz300153',
'sz300154',
'sz300155',
'sz300156',
'sz300157',
'sz300158',
'sz300159',
'sz300160',
'sz300161',
'sz300162',
'sz300163',
'sz300164',
'sz300165',
'sz300166',
'sz300167',
'sz300168',
'sz300169',
'sz300170',
'sz300171',
'sz300172',
'sz300173',
'sz300174',
'sz300175',
'sz300176',
'sz300177',
'sz300178',
'sz300179',
'sz300180',
'sz300181',
'sz300182',
'sz300183',
'sz300184',
'sz300185',
'sz300186',
'sz300187',
'sz300188',
'sz300189',
'sz300190',
'sz300191',
'sz300192',
'sz300193',
'sz300194',
'sz300195',
'sz300196',
'sz300197',
'sz300198',
'sz300199',
'sz300200',
'sz300201',
'sz300202',
'sz300203',
'sz300204',
'sz300205',
'sz300206',
'sz300207',
'sz300208',
'sz300209',
'sz300210',
'sz300211',
'sz300212',
'sz300213',
'sz300214',
'sz300215',
'sz300216',
'sz300217',
'sz300218',
'sz300219',
'sz300220',
'sz300221',
'sz300222',
'sz300223',
'sz300224',
'sz300225',
'sz300226',
'sz300227',
'sz300228',
'sz300229',
'sz300230',
'sz300231',
'sz300232',
'sz300233',
'sz300234',
'sz300235',
'sz300236',
'sz300237',
'sz300238',
'sz300239',
'sz300240',
'sz300241',
'sz300242',
'sz300243',
'sz300244',
'sz300245',
'sz300246',
'sz300247',
'sz300248',
'sz300249',
'sz300250',
'sz300251',
'sz300252',
'sz300253',
'sz300254',
'sz300255',
'sz300256',
'sz300257',
'sz300258',
'sz300259',
'sz300260',
'sz300261',
'sz300262',
'sz300263',
'sz300264',
'sz300265',
'sz300266',
'sz300267',
'sz300268',
'sz300269',
'sz300270',
'sz300271',
'sz300272',
'sz300273',
'sz300274',
'sz300275',
'sz300276',
'sz300277',
'sz300278',
'sz300279',
'sz300280',
'sz300281',
'sz300282',
'sz300283',
'sz300284',
'sz300285',
'sz300286',
'sz300287',
'sz300288',
'sz300289',
'sz300290',
'sz300291',
'sz300292',
'sz300293',
'sz300294',
'sz300295',
'sz300296',
'sz300297',
'sz300298',
'sz300299',
'sz300300',
'sz300301',
'sz300302',
'sz300303',
'sz300304',
'sz300305',
'sz300306',
'sz300307',
'sz300308',
'sz300309',
'sz300310',
'sz300311',
'sz300312',
'sz300313',
'sz300314',
'sz300315',
'sz300316',
'sz300317',
'sz300318',
'sz300319',
'sz300320',
'sz300321',
'sz300322',
'sz300323',
'sz300324',
'sz300325',
'sz300326',
'sz300327',
'sz300328',
'sz300329',
'sz300330',
'sz300331',
'sz300332',
'sz300333',
'sz300334',
'sz300335',
'sz300336',
'sz300337',
'sz300338',
'sz300339',
'sz300340',
'sz300341',
'sz300342',
'sz300343',
'sz300344',
'sz300345',
'sz300346',
'sz300347',
'sz300348',
'sz300349',
'sz300350',
'sz300351',
'sz300352',
'sz300353',
'sz300354',
'sz300355',
'sz300356',
'sz300357',
'sz300358',
'sz300359',
'sz300360',
'sz300361',
'sz300362',
'sz300363',
'sz300365',
'sz300366',
'sz300367',
'sz300368',
'sz300369',
'sz300370',
'sz300371',
'sz300372',
'sz300373',
'sz300375',
'sz300376',
'sz300377',
'sz300378',
'sz300379',
'sz300380',
'sz300381',
'sz300382',
'sz300383',
'sz300384',
'sz300385',
'sz300386',
'sz300387',
'sz300388',
'sz300389',
'sz300390',
'sz300391',
'sz300392',
'sz300393',
'sz300395',
'sz300396',
'sz300397',
'sz300398',
'sz300399',
'sz300400',
'sz300401',
'sz300402',
'300403', 
'300404', 
'300405',
'300406', 
'300407', 
'300408', 
'300409', 
'300410', 
'300411', 
'300412', 
'300413', 
'300414', 
'300415', 
'300416', 
'300417', 
'300418', 
'300419', 
'300420', 
'300421', 
'300422', 
'300423', 
'300424', 
'300425', 
'300426', 
'300427', 
'300428', 
'300429', 
'300430', 
'300431', 
'300432', 
'300433', 
'300434', 
'300435', 
'300436', 
'300437', 
'300438', 
'300439', 
'300440', 
'300441', 
'300442', 
'300443', 
'300444', 
'300445', 
'300446', 
'300447', 
'300448', 
'300449', 
'300450', 
'300451', 
'300452', 
'300453', 
'300454', 
'300455', 
'300456', 
'300457', 
'300458', 
'300459', 
'300460', 
'300461', 
'300462', 
'300463', 
'300464', 
'300465', 
'300466', 
'300467', 
'300468', 
'300469', 
'300470', 
'300471', 
'300472', 
'300473', 
'300474', 
'300475', 
'300476', 
'300477', 
'300478', 
'300479', 
'300480', 
'300481', 
'300482', 
'300483', 
'300484', 
'300485', 
'300486', 
'300487', 
'300488', 
'300489', 
'300490', 
'300491', 
'300492', 
'300493', 
'300494', 
'300495', 
'300496', 
'300497', 
'300498', 
'300499', 
'300500', 
'300501', 
'300502', 
'300503', 
'300504', 
'300505', 
'300506', 
'300507', 
'300508', 
'300509', 
'300510', 
'300511', 
'300512', 
'300513', 
'300514', 
'300515', 
'300516', 
'300517', 
'300518', 
'300519', 
'300520', 
'300521', 
'300522', 
'300523', 
'300524', 
'300525', 
'300526', 
'300527', 
'300528', 
'300529', 
'300530', 
'300531', 
'300532', 
'300533', 
'300534', 
'300535', 
'300536', 
'300537', 
'300538', '300539', '300540', '300541', '300542', '300543', '300544', '300545', '300546', '300547', '300548', '300549', '300550', '300551', '300552', '300553', '300554', '300555', '300556', '300557', '300558', '300559', '300560', '300561', '300562', '300563', '300564', '300565', '300566', '300567', '300568', '300569', '300570', '300571', '300572', '300573', '300574', '300575', '300576', '300577', '300578', '300579', '300580', '300581', '300582', '300583', '300584', '300585', '300586', '300587', '300588', '300589', '300590', '300591', '300592', '300593', '300594', '300595', '300596', '300597', '300598', '300599', '300600', '300601', '300602', '300603', '300604', '300605', '300606', '300607', '300608', '300609', '300610', '300611', '300612', '300613', '300614', '300615', '300616', '300617', '300618', '300619', '300620', '300621', '300622', '300623', '300624', '300625', '300626', '300627', '300628', '300629', '300630', '300631', '300632', '300633', '300634', '300635', '300636', '300637', '300638', '300639', '300640', '300641', '300642', '300643', '300644', '300645', '300646', '300647', '300648', '300649', '300650', '300651', '300652', '300653', '300654', '300655', '300656', '300657', '300658', '300659', '300660', '300661', '300662', '300663', '300664', '300665', '300666', '300667', '300668', '300669', '300670', '300671', '300672', '300673', '300674', '300675', '300676', '300677', '300678', '300679', '300680', '300681', '300682', '300683', '300684', '300685', '300686', '300687', '300688', '300689', '300690', '300691', '300692', '300693', '300694', '300695', '300696', '300697', '300698', '300699', '300700', '300701', '300702', '300703', '300704', '300705', '300706', '300707', '300708', '300709', '300710', '300711', '300712', '300713', '300714', '300715', '300716', '300717', '300718', '300719', '300720', '300721', '300722', '300723', '300724', '300725', '300726', '300727', '300728', '300729', '300730', '300731', '300732', '300733', '300734', '300735']

#%%
#newashare=str(range(300403,300736))
#newashare=newashare.split(', ')
#
##Ashare.extend(newashare)

#%%

Bshare=['sh900901',
'sh900902',
'sh900903',
'sh900904',
'sh900905',
'sh900906',
'sh900907',
'sh900908',
'sh900909',
'sh900910',
'sh900911',
'sh900912',
'sh900913',
'sh900914',
'sh900915',
'sh900916',
'sh900917',
'sh900918',
'sh900919',
'sh900920',
'sh900921',
'sh900922',
'sh900923',
'sh900924',
'sh900925',
'sh900926',
'sh900927',
'sh900928',
'sh900929',
'sh900930',
'sh900931',
'sh900932',
'sh900933',
'sh900934',
'sh900935',
'sh900936',
'sh900937',
'sh900938',
'sh900939',
'sh900940',
'sh900941',
'sh900942',
'sh900943',
'sh900945',
'sh900946',
'sh900947',
'sh900948',
'sh900949',
'sh900950',
'sh900951',
'sh900952',
'sh900953',
'sh900955',
'sh900956',
'sh900957',
'sz200002',
'sz200003',
'sz200011',
'sz200012',
'sz200013',
'sz200015',
'sz200016',
'sz200017',
'sz200018',
'sz200019',
'sz200020',
'sz200022',
'sz200024',
'sz200025',
'sz200026',
'sz200028',
'sz200029',
'sz200030',
'sz200037',
'sz200039',
'sz200041',
'sz200045',
'sz200053',
'sz200054',
'sz200055',
'sz200056',
'sz200057',
'sz200058',
'sz200152',
'sz200160',
'sz200168',
'sz200413',
'sz200418',
'sz200429',
'sz200468',
'sz200488',
'sz200505',
'sz200512',
'sz200513',
'sz200521',
'sz200530',
'sz200539',
'sz200541',
'sz200550',
'sz200553',
'sz200570',
'sz200581',
'sz200596',
'sz200613',
'sz200625',
'sz200706',
'sz200725',
'sz200726',
'sz200761',
'sz200770',
'sz200771',
'sz200869',
'sz200986',
'sz200992',
        ]

Bond=['sz131800',
'sz131801',
'sz131802',
'sz131803',
'sz131805',
'sz131806',
'sz131809',
'sz131810',
'sz131811',
'sz131900',
'sz131901',
'sz131910',
'sz131911',
'sz184688',
'sz184689',
'sz184690',
'sz184691',
'sz184692',
'sz184693',
'sz184698',
'sz184699',
'sz184701',
'sz184703',
'sz184705',
'sz184706',
'sz184721',
'sz184722',
'sz184728',]